consistent values in repeats and independent replicates
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what is accuracy?
how close data is to the true value
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what is precision?
how close data values are to one another
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what is a pilot study?
a small scale investigation of a planned research project
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what are 3 advantages of a pilot study?
helps researchers to refine a research question, figure to what methods to use, estimate how much time and resources will be required for the experiment
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what is an independent variable?
the one that is changed
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What is a dependent variable?
the one that is measured
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what is a confounding variable?
one other than the independent variable that may affect the dependent variable
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what are two advantages of simple experiment designs?
variables are tightly controlled, results are easy to analyse and interperate
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what are two disadvantages of simple experimental design?
difficult to extrapolate results to whole organisms or environments, not suitable for testing complex hypotheses
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what are two advantages of using multifactorial experimental design?
allows examination of complex interactions, results applicable to study environment or an organism
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what are two disadvantages of using multifactorial experimental design?
more complex and time consuming, difficult to control all variables
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what do observational studies study?
pre-existing groups but at the expense of being unable to control the independent variable
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when do positive correlations occur?
when one variable increases as the other increases
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when no negative correlations occur?
when one variable increases as the other decreases
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what does correlation not mean?
causation
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what can be used in cases where confounding variables cannot be easily controlled?
randomised block design
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how does a randomised block design work?
the influence of any confounding variables is likely to be the same across the treatment and control groups
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what are control results used for?
comparison with results of treatment groups
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what is a negative control?
a group with no treatment
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if the negative control group yields an unexpected response, what could this suggest?
there is an unknown confounding variable affecting the experiment
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what is a positive control?
a treatment that is included to check that the system can detect a positive result when it occurs
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what is a placebo?
a treatment without the presence of the independent variable that is being investigated
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what is any change in the dependent variable caused by during the placebo effect?
the patients expectations
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what is an in vivo study?
experimentation using a whole, living organism
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What is an in vitro study?
experimentation in a controlled environment outside of a living organism
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what are two advantages of an in vivo study?
provides data for effects on whole organisms, allows study of complex interactions
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what are two disadvantages of an in vivo study?
expensive and time consuming, ethical and legislative concerns
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what are two advantages of an in vitro study?
simpler and less expensive, easier to control confounding variables
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what are two disadvantages of an in vitro study?
difficult to extend results to whole organisms or different species, difficult to model complex interactions
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where it is impractical to measure every individual in a population or ecosystem, what is selected?
a representative sample of the population
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what may be lost when a larger sample size is used?
correlation
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what should a representative sample share with the population as a whole?
the same mean and degree of variation
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what is normal distribution?
known as a bell curve, the central value is the mean, median and mode
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What is a skewed distribution?
a representation of scores that lack symmetry around their average value
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what is random sampling?
every member of the population has an equal chance of being selected
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what is an advantage of random sampling?
it reduces bias
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what is a disadvantage of random sampling?
it can result in poor representation of the main population
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what is systematic sampling?
members of a population are selected at regular intervals
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what is an advantage of systematic sampling?
it provides a more representative sample of a population
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what s a disadvantage of systematic sampling?
it may be biased because members no not all have an equal chance of being selected
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what is stratified sampling?
the population is divided into categories that are then sampled proportionally
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what is an advantage of stratified sampling?
it gives a highly representative sample of the population
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what is a disadvantage of stratified sampling?
the proportions of each group within the population must be known
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what could variation in experimental results by due to?
the reliability of methods
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how can the reliability of measuring instruments or procedures be determined?
repeated measurements of an individual datum point
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what can be determined by measuring a sample of individuals from the population?
the natural variation in the biological material
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what helps to produce a more representative result of a sample?
using a larger sample size
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When can results be considered reliable?
when they can be achieved consistantly
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when does correlation exist?
when there is a relationship between two variables
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When does causation exist?
if the changes in the values of the independent variable are known to cause changes to the value of the dependent variable